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Hybrid Recurrent Neural Network for Signal-Dependent Noise Suppression in Molecular Communication 基于混合递归神经网络的分子通信信号依赖噪声抑制
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-26 DOI: 10.1109/TMBMC.2025.3546208
Cheng Xiang;Yaqing Zhang;Yu Huang;Weiqiang Tan;Xuan Chen;Miaowen Wen
Molecular communication (MC) employs chemical molecules for information transfer in environments where electromagnetic signals are ineffective. However, the diffusion mechanism introduces signal-dependent noise (SDN), complicating accurate signal recovery. Traditional model-based methods struggle to handle SDN’s complex dynamics and depend heavily on optimal parameter tuning, limiting their adaptability to temporal variations. To tackle these challenges, this paper introduces a hybrid recurrent neural network (RNN) model that effectively captures both short- and long-term dependencies within MC signals, surpassing the performance of single RNN models and traditional approaches. This model offers a promising data-driven solution for noise mitigation in MC, with its effectiveness validated through numerical simulation results.
分子通信(MC)利用化学分子在电磁信号无效的环境中进行信息传递。然而,扩散机制引入了信号相关噪声(SDN),使精确的信号恢复变得复杂。传统的基于模型的方法难以处理SDN的复杂动态,并且严重依赖于最优参数调整,限制了它们对时间变化的适应性。为了解决这些挑战,本文引入了一种混合循环神经网络(RNN)模型,该模型有效地捕获了MC信号中的短期和长期依赖关系,超越了单一RNN模型和传统方法的性能。该模型为MC噪声抑制提供了一种有前景的数据驱动解决方案,并通过数值模拟结果验证了其有效性。
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引用次数: 0
Dynamics and Kinetics of Light-Driven Nanorobots Swarm Aggregation for Tumor Targeting 光驱动纳米机器人群体聚集肿瘤靶向的动力学与动力学
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-26 DOI: 10.1109/TMBMC.2025.3546207
Luyao Zhang;Yue Sun;Dong Du;Yifan Chen
This study proposes a novel light-driven nanorobots swarm (NS) aggregation method to enhance tumor targeting efficiency. To replicate the structured and directional flow of density blood vessels near tumors, we employed a Manhattan-geometry vasculature (MGV) model, which mimics the complex, density-connected vasculature near the tumor site. This model significantly influences NS navigation and aggregation behavior, providing more realistic movement dynamics insights. We analyzed NS dynamics under light illumination, focusing on drag and thermophoretic forces. Comparisons with magnetic field-driven and non-external force strategies across three objective functions show that light-driven targeting increases efficiency by 4% to 46% and reduces targeting time by up to 27.9%. The MGV model enables precise predictions of NS movement, optimizing aggregation toward tumor tissues. These findings demonstrate the potential of light-driven NS aggregation to enhance tumor-targeting therapies, offering advantages over magnetic control in complex biological environments, with implications for photothermal therapy and precision drug delivery.
本研究提出了一种新型的光驱动纳米机器人群(NS)聚集方法,以提高肿瘤靶向效率。为了复制肿瘤附近高密度血管的结构化和定向流动,我们采用了曼哈顿几何血管(MGV)模型,该模型模拟了肿瘤部位附近复杂的、密度相连的血管。该模型显著影响NS导航和聚合行为,提供更真实的运动动力学见解。我们分析了NS在光照下的动力学,重点是阻力和热泳力。与磁场驱动和非外力策略在三个目标函数上的比较表明,光驱动瞄准将效率提高4%至46%,并将瞄准时间缩短27.9%。MGV模型能够精确预测NS运动,优化向肿瘤组织聚集。这些发现证明了光驱动NS聚集增强肿瘤靶向治疗的潜力,在复杂的生物环境中提供了优于磁控制的优势,对光热治疗和精确给药具有重要意义。
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引用次数: 0
Energy Efficient Transmitter Creation by Consuming Free Energy in Molecular Communication 利用分子通信中自由能的消耗创造高效能发射机
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-20 DOI: 10.1109/TMBMC.2025.3544111
Dongliang Jing;Linjuan Li;Zhen Cheng;Lin Lin;Andrew W. Eckford
Information molecules play a crucial role in molecular communication (MC), acting as carriers for information transfer. A common approach to get information molecules in MC involves harvesting them from the environment; however, the harvested molecules are often a mixture of various environmental molecules, and the initial concentration ratios in the reservoirs are identical, which hampers high-fidelity transmission techniques such as molecular shift keying (MoSK). This paper presents a transmitter design that harvests molecules from the surrounding environment and stores them in two reservoirs. To separate the mixed molecules, energy is consumed to transfer them between reservoirs. Given limited energy resources, this work explores energy-efficient strategies to optimize transmitter performance. Through theoretical analysis and simulations, we investigate different methods for moving molecules between reservoirs. The results demonstrate that transferring higher initial concentration molecules enhances transmitter performance, while using fewer molecules per transfer further improves efficiency. These findings provide valuable insights for optimizing MC systems through energy-efficient molecule transfer techniques.
信息分子作为信息传递的载体,在分子通信中起着至关重要的作用。在MC中获取信息分子的一种常见方法是从环境中获取它们;然而,收获的分子通常是各种环境分子的混合物,并且储层中的初始浓度比相同,这阻碍了分子移位键控(MoSK)等高保真传输技术。本文提出了一种从周围环境中收集分子并将其储存在两个储存器中的发射机设计。为了分离混合分子,需要消耗能量来在储层之间转移它们。鉴于有限的能源资源,本工作探讨了优化发射机性能的节能策略。通过理论分析和模拟,研究了不同的储层间分子移动方法。结果表明,转移初始浓度较高的分子可以提高传递器的性能,而每次转移使用较少的分子可以进一步提高效率。这些发现为通过节能分子转移技术优化MC系统提供了有价值的见解。
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引用次数: 0
A General-Purpose Simulation Platform for Multicellular Molecular Communication Systems 多细胞分子通信系统的通用仿真平台
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-20 DOI: 10.1109/TMBMC.2025.3544141
Takanori Saiki;Shohei Imanaka;Shouhei Kobayashi;Tadashi Nakano
This paper presents the design, implementation, and evaluation of a general-purpose simulation platform for multicellular molecular communication systems. Built on an agent-based model, the platform offers flexibility to simulate diverse multicellular systems, such as cancer spheroids and vascular-like networks. It incorporates efficient algorithms, including Cell-List and Barnes-Hut, for calculating cell-cell interaction forces and supports dynamic behaviors such as cell division, growth, and death. The platform’s capabilities are demonstrated through use cases, highlighting its versatility and coding efficiency. The simulation platform serves as a valuable tool for advancing research in molecular communication and understanding the collective behavior of complex multicellular systems.
本文介绍了多细胞分子通信系统通用仿真平台的设计、实现和评估。该平台建立在基于代理的模型之上,能够灵活地模拟多种多细胞系统,如癌球体和血管样网络。它结合了高效的算法,包括cell- list和Barnes-Hut,用于计算细胞-细胞相互作用力,并支持细胞分裂、生长和死亡等动态行为。该平台的功能通过用例展示,突出了其通用性和编码效率。该模拟平台为推进分子通讯研究和理解复杂多细胞系统的集体行为提供了有价值的工具。
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引用次数: 0
On Designing Novel ISI-Reducing Single Error Correcting Codes in an MCvD System MCvD系统中新型减少isi的单纠错码设计
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-20 DOI: 10.1109/TMBMC.2025.3544137
Tamoghno Nath;Krishna Gopal Benerjee;Adrish Banerjee
Intersymbol Interference (ISI) has a detrimental impact on any Molecular Communication via Diffusion (MCvD) system. Also, the receiver noise can severely degrade the MCvD channel performance. However, the channel codes proposed in the literature for the MCvD system have only addressed one of these two challenges independently. In this paper, we have designed single Error Correcting Codes in an MCvD system with channel memory and noise. We have also provided encoding and decoding algorithms for the proposed codes, which are simple to follow despite having a non-linear code construction. Finally, through simulation results, we show that the proposed single ECCs, for given code parameters, perform better than the existing codes in the literature in combating the effect of ISI in the channel and improving the average Bit Error Rate (BER) performance in a noisy channel.
符号间干扰(ISI)对任何分子扩散通信(MCvD)系统都有不利影响。此外,接收机噪声会严重降低MCvD信道的性能。然而,文献中提出的用于MCvD系统的信道代码仅独立解决了这两个挑战中的一个。在本文中,我们设计了一个具有信道存储和噪声的MCvD系统中的单纠错码。我们还为所提出的代码提供了编码和解码算法,尽管具有非线性代码结构,但这些算法易于遵循。最后,通过仿真结果表明,在给定的编码参数下,所提出的单ecc在对抗信道中ISI的影响和提高噪声信道中的平均误码率(BER)性能方面优于文献中现有的编码。
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引用次数: 0
2024 Index IEEE Transactions on Molecular, Biological, and Multi-Scale Communications Vol. 10 2024年IEEE分子,生物和多尺度通信学报第10卷
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-01 DOI: 10.1109/TMBMC.2024.3523930
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引用次数: 0
Toward Standardized Performance Evaluation of Flow-Guided Nanoscale Localization 实现流动引导纳米级定位的标准化性能评估
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-27 DOI: 10.1109/TMBMC.2024.3523428
Arnau Brosa López;Filip Lemic;Gerard Calvo Bartra;Aina Pérez;Jakob Struye;Jorge Torres Gómez;Esteban Municio;Carmen Delgado;Falko Dressler;Eduard Alarcón;Jeroen Famaey;Sergi Abadal;Xavier Costa Pérez
Nanoscale devices with Terahertz (THz) communication capabilities are envisioned to be deployed within human bloodstreams. Such devices will enable fine-grained sensing-based applications for detecting early indications (i.e., biomarkers) of various health conditions, as well as actuation-based ones such as targeted drug delivery. Associating the locations of such events with the events themselves would provide an additional utility for precision diagnostics and treatment. This vision yielded a new class of in-body localization coined under the term “flow-guided nanoscale localization”. Such localization can be piggybacked on THz communication for detecting body regions in which biological events were localized with the traveling time reported by nanodevices flowing with the bloodstream. From decades of research on objective benchmarking of “traditional” indoor localization and its eventual standardization (e.g., ISO/IEC18305:2016), we know that in early stages, the reported performance results were often incomplete (e.g., targeting a subset of relevant performance metrics). Reported results in the literature carried out benchmarking experiments in different evaluation environments and scenarios and utilized inconsistent performance indicators. To avoid such a “lock-in” in flowguided localization, we propose a workflow for standardized performance evaluation of such approaches. The workflow is implemented in the form of an open-source simulation framework that is able to jointly account for the mobility of the nanodevices, in-body THz communication with on-body anchors, and energy-related and other technological constraints (e.g., pulsebased modulation) at the nanodevice level. Accounting for these constraints, the framework can generate raw data to streamline into different flow-guided localization solutions for generating standardized performance benchmarks.
具有太赫兹(THz)通信能力的纳米级设备预计将部署在人体血液中。这种设备将实现基于细粒度传感的应用,用于检测各种健康状况的早期适应症(即生物标志物),以及基于驱动的应用,如靶向药物输送。将这些事件的位置与事件本身相关联,将为精确诊断和治疗提供额外的实用程序。这一设想产生了一种新的体内定位方法,称为“流导向纳米级定位”。这种定位可以搭载在太赫兹通信上,用于检测身体区域,其中生物事件与随血流流动的纳米器件所报告的行进时间有关。从几十年来对“传统”室内定位及其最终标准化(例如ISO/IEC18305:2016)的客观基准的研究中,我们知道,在早期阶段,报告的性能结果通常是不完整的(例如,针对相关性能指标的子集)。文献报道的结果在不同的评估环境和场景下进行了对标实验,使用了不一致的绩效指标。为了避免在流导向定位中出现这种“锁定”,我们提出了一个工作流程来对这些方法进行标准化的性能评估。该工作流程以开源模拟框架的形式实现,该框架能够共同考虑纳米器件的移动性、体内与体内锚点的太赫兹通信以及纳米器件级别的能源相关和其他技术限制(例如,基于脉冲的调制)。考虑到这些约束,框架可以生成原始数据,以简化为不同的流导向本地化解决方案,从而生成标准化的性能基准。
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引用次数: 0
Single Input Multi Output Model of Molecular Communication via Diffusion With Spheroidal Receivers 球面接收器扩散分子通信的单输入多输出模型
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-23 DOI: 10.1109/TMBMC.2024.3521984
Ibrahim Isik;Mitra Rezaei;Adam Noel
Spheroids are aggregates of cells that can mimic the cellular organization often found in tissues. Spheroids can be created from various cell types, including cancer cells, stem cells, and primary cells, and they serve as valuable tools in biological research. Although there are initial results on how a molecular signal can propagate between a pair of spheroids, practical experiments typically use clusters of spheroids and there isn’t a good understanding of how neighboring spheroids impact the spatiotemporal dynamics of local molecule propagation. This paper simulates a series of scenarios to gain intuition about propagation in such multi-spheroid systems for applications such as transport and drug delivery. The spheroids are modeled as porous media with a corresponding effective diffusion coefficient. System variations are considered with a higher spheroid porosity (i.e., with a higher effective diffusion coefficient) and molecule uptake by the spheroid cells (approximated as a first-order degradation reaction while molecules diffuse within the spheroid). Results show that a local crowd of spheroids will eventually slow overall propagation, such that molecules stay in the vicinity of the transmitter for longer. The results demonstrate that a single-spheroid receiver model is insufficient to accurately model propagation under these conditions.
球状体是细胞的聚集体,可以模仿组织中经常发现的细胞组织。球体可以从各种细胞类型中产生,包括癌细胞、干细胞和原代细胞,它们在生物学研究中是有价值的工具。虽然对分子信号如何在一对球体之间传播有初步的结果,但实际实验通常使用球体簇,并且对相邻球体如何影响局部分子传播的时空动力学还没有很好的理解。本文模拟了一系列场景,以直观地了解这种多球体系统在运输和药物输送等应用中的传播。球体被模拟为具有相应有效扩散系数的多孔介质。系统变化被认为具有更高的球体孔隙率(即具有更高的有效扩散系数)和球体细胞的分子摄取(近似为分子在球体内扩散时的一级降解反应)。结果表明,局部的球状体群最终会减慢整体传播速度,这样分子在发射器附近停留的时间就更长了。结果表明,单球面接收器模型不足以准确地模拟这些条件下的传播。
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引用次数: 0
On Error Rate Reduction in Sub-Diffusion-Based Mobile Molecular Communication 基于亚扩散的移动分子通信误码率降低研究
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-23 DOI: 10.1109/TMBMC.2024.3522010
Nadezhda Briantceva;Lokendra Chouhan;Matteo Parsani;Mohamed-Slim Alouini
This work considers the sub-diffusive dynamics of information-carrying molecules (IM) within a molecular communication (MC) channel, focusing on the implementation of mobility at both the transmitter (TX) and receiver (RX) system components. To capture the essence of these complex movements, we derive the closed-form expressions for the absorption probability (AP), the first-passage-time density (FPTD), and the Cumulative Density Function (CDF). We also incorporate the Reed-Solomon (RS) coding technique to enhance communication performance. Through this integration, we analyze communication metrics such as mutual information and channel capacity. Moreover, we compare the bit error probability (BEP) with and without RS coding. The results provide a comprehensive view of the performance enhancements achieved by coding techniques in MC systems, leading to a more robust and efficient MC system.
这项研究考虑了分子通讯(MC)信道中携带信息的分子(IM)的亚扩散动力学,重点关注发射器(TX)和接收器(RX)系统组件的移动性。为了抓住这些复杂运动的本质,我们推导出了吸收概率 (AP)、首次通过时间密度 (FPTD) 和累积密度函数 (CDF) 的闭式表达式。我们还采用了里德-所罗门(RS)编码技术来提高通信性能。通过这种整合,我们分析了互信息和信道容量等通信指标。此外,我们还比较了有无 RS 编码的误码率 (BEP)。这些结果为 MC 系统中编码技术实现的性能提升提供了一个全面的视角,使 MC 系统更加稳健高效。
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引用次数: 0
3D Receiver for Molecular Communications in Internet of Organoids 类器官网络中分子通信的三维接收器
IF 2.4 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-23 DOI: 10.1109/TMBMC.2024.3522004
Shaojie Zhang;Ozgur B. Akan
Organoids have garnered attention due to their effectiveness in modeling the 3D structure of organ interactions. However, the communication engineering perspective has received relatively little attention. One way to achieve organoids communication is molecular communication (MC). MC is a bio-inspired communication paradigm that uses molecules as information carriers. It is considered one of the most promising methods for enabling the Internet of Nano-Things (IoNT) and nanonetworks. BioFETs are commonly used to implement practical MC receivers. However, most previous analysis have focused on a planar device, neglecting considerations like the threshold voltage, inter-symbol interference (ISI) and its potential 3D structure. This paper introduces the first FinFET-based MC receiver that covers both the top and side gates with receptors. Both binding noise and flicker noise are considered in the analysis. The performance, in terms of signal-to-noise ratio (SNR) and symbol error probability (SEP), is compared with that of the 2D receiver.
类器官由于其在模拟器官相互作用的三维结构方面的有效性而引起了人们的关注。然而,通信工程的视角受到的关注相对较少。实现类器官通信的一种方法是分子通信(MC)。MC是一种以分子为信息载体的仿生通信范式。它被认为是实现纳米物联网(IoNT)和纳米网络最有前途的方法之一。生物场效应管通常用于实现实用的MC接收器。然而,大多数先前的分析都集中在平面器件上,忽略了阈值电压、符号间干扰(ISI)及其潜在的3D结构等因素。本文介绍了第一个基于finfet的MC接收器,该接收器覆盖了顶部和侧面栅极。在分析中考虑了绑定噪声和闪烁噪声。在信噪比(SNR)和符号错误概率(SEP)方面,与二维接收机的性能进行了比较。
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引用次数: 0
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IEEE Transactions on Molecular, Biological, and Multi-Scale Communications
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